Evidence map›Paper›PMID 34424896›Full record

ArticlePLoS neglected tropical diseases2021

Mapping of Ebola virus spillover: Suitability and seasonal variability at the landscape scale.

Larisa Lee-Cruz, Maxime Lenormand, Julien Cappelle, Alexandre Caron, Hélène De Nys, Martine Peeters, Mathieu Bourgarel, François Roger, Annelise Tran

Abstract read
In one paragraph

Article in PLoS neglected tropical diseases, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

18 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Geo-Enabling Public Health: A Systematic Review of GIS Applications.Advances in experimental medicine and biology · 2026
    Pooled it
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  8. Spatial risks of Orthoebolavirus spillover vary based on outbreak type.International journal of infectious diseases : IJID : official publication of the International Society for Infectious Diseases · 2025
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Larisa Lee-CruzCIRAD, UMR ASTRE, Montpellier, France.ORCID 0000-0002-3753-9419
Maxime LenormandTETIS, Univ Montpellier, AgroParisTech, CIRAD, CNRS, INRAE, Montpellier, France.ORCID 0000-0001-6362-3473
Julien CappelleCIRAD, UMR ASTRE, Montpellier, France.ORCID 0000-0001-7668-1971
Alexandre CaronCIRAD, UMR ASTRE, Montpellier, France.ORCID 0000-0002-5213-3273
Hélène De NysASTRE, Univ Montpellier, CIRAD, INRAE, Montpellier, France.ORCID 0000-0002-2942-4531
Martine PeetersTransVIHMI, IRD, INSERM, Univ Montpellier, Montpellier, France.
Mathieu BourgarelASTRE, Univ Montpellier, CIRAD, INRAE, Montpellier, France.ORCID 0000-0001-9774-7669
François RogerCIRAD, UMR ASTRE, Montpellier, France.ORCID 0000-0002-1573-6833
Annelise TranCIRAD, UMR ASTRE, Montpellier, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The unexpected Ebola virus outbreak in West Africa in 2014 involving the Zaire ebolavirus made clear that other regions outside Central Africa, its previously documented niche, were at risk of future epidemics. The complex transmission cycle and a lack of epidemiological data make mapping areas at risk of the disease challenging. We used a Geographic Information System-based multicriteria evaluation (GIS-MCE), a knowledge-based approach, to identify areas suitable for Ebola virus spillover to humans in regions of Guinea, Congo and Gabon where Ebola viruses already emerged. We identified environmental, climatic and anthropogenic risk factors and potential hosts from a literature review. Geographical data layers, representing risk factors, were combined to produce suitability maps of Ebola virus spillover at the landscape scale. Our maps show high spatial and temporal variability in the suitability for Ebola virus spillover at a fine regional scale. Reported spillover events fell in areas of intermediate to high suitability in our maps, and a sensitivity analysis showed that the maps produced were robust. There are still important gaps in our knowledge about what factors are associated with the risk of Ebola virus spillover. As more information becomes available, maps produced using the GIS-MCE approach can be easily updated to improve surveillance and the prevention of future outbreaks.

Indexed as

AfricaAnimalsChiropteraDisease OutbreaksDisease ReservoirsEbolavirusFemaleGeographic Information SystemsHemorrhagic Fever, EbolaHumansMaleRisk FactorsSeasons

Identifiers

PMID34424896
PMCPMC8425568

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.